{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# N-BEATS\n",
    "In this notebook, we show an example of how **N-BEATS** can be used with darts. If you are new to darts, we recommend you first follow the `01-darts-intro.ipynb` notebook. \n",
    "\n",
    "**N-BEATS** is a state-of-the-art model that shows the potential of **pure DL architectures** in the context of the time-series forecasting. It outperforms well-established statistical approaches on the *M3*, and *M4* competitions. For more details on the model, see: https://arxiv.org/pdf/1905.10437.pdf."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "fix_pythonpath_if_working_locally()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.models import NBEATSModel\n",
    "from darts.dataprocessing.transformers import Scaler, MissingValuesFiller\n",
    "from darts.metrics import mape, r2_score\n",
    "from darts.datasets import EnergyDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_forecast(pred_series, ts_transformed, forecast_type, start_date=None):\n",
    "    plt.figure(figsize=(8,5))\n",
    "    if (start_date):\n",
    "        ts_transformed = ts_transformed.drop_before(start_date)\n",
    "    ts_transformed.univariate_component(0).plot(label='actual')\n",
    "    pred_series.plot(label=('historic ' + forecast_type + ' forecasts'))\n",
    "    plt.title('R2: {}'.format(r2_score(ts_transformed.univariate_component(0), pred_series)))\n",
    "    plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy generation example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We test NBEATS on a daily energy generation dataset from a Run-of-river power plant, as it exhibits various levels of seasonalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = EnergyDataset().load().pd_dataframe()\n",
    "df['generation hydro run-of-river and poundage'].plot()\n",
    "plt.title('Hourly generation hydro run-of-river and poundage');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To simplify things, we work with the daily generation, and we fill the missing values present in the data by using the `MissingValuesFiller`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_day_avg = df.groupby(df.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    "filler = MissingValuesFiller()\n",
    "scaler = Scaler()\n",
    "series = scaler.fit_transform(\n",
    "    filler.transform(\n",
    "        TimeSeries.from_dataframe(\n",
    "            df_day_avg, 'time', ['generation hydro run-of-river and poundage'])\n",
    "    )\n",
    ")\n",
    "series.plot()\n",
    "plt.title('Daily generation hydro run-of-river and poundage');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We split the data into train and validation sets. Normally we would need to use an additional test set to validate the model on unseen data, but we will skip it for this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train, val = series.split_after(pd.Timestamp('20170901'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generic architecture"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N-BEATS is a univariate model architecture that offers two configurations: a *generic* one and a *interpretable* one. The **generic architecture**  uses as little prior knowledge as possible, with no feature engineering, no scaling and no internal architectural components that may be considered time-series-specific. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start off, we use a model with the generic architecture of N-BEATS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_nbeats = NBEATSModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=7,\n",
    "    generic_architecture=True,\n",
    "    num_stacks=10,\n",
    "    num_blocks=1,\n",
    "    num_layers=4,\n",
    "    layer_widths=512,\n",
    "    n_epochs=100,\n",
    "    nr_epochs_val_period=1,\n",
    "    batch_size=800,\n",
    "    model_name='nbeats_run'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2021-08-01 13:20:03,298] INFO | darts.models.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-08-01 13:20:03,298] INFO | darts.models.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-08-01 13:20:03,353] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n",
      "[2021-08-01 13:20:03,353] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0ea31b4ed35c47ee8122e492b3a71ce9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: 0.0059, validation loss: 0.0214, best val loss: 0.0191\r"
     ]
    }
   ],
   "source": [
    "model_nbeats.fit(train, val_series=val, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the historical forecasts the model would have produced with an expanding training window, and a forecasting horizon of 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "85d8e959768a42889be359f1afbc6271",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/97 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_series = model_nbeats.historical_forecasts(\n",
    "    series,\n",
    "    start=pd.Timestamp('20170901'), \n",
    "    forecast_horizon=7,\n",
    "    stride=5,\n",
    "    retrain=False,\n",
    "    verbose=True\n",
    ")\n",
    "display_forecast(pred_series, series['0'], '7 day', start_date=pd.Timestamp('20170901'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpretable model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N-BEATS offers an *interpretable architecture* consisting of two stacks: A **trend** stack and a **seasonality** stack. The architecture is designed so that:\n",
    "- The trend component is removed from the input  before it is fed into the seasonality stack \n",
    "- The **partial forecasts of trend and seasonality are available** as separate interpretable outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_nbeats = NBEATSModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=7,\n",
    "    generic_architecture=False,\n",
    "    num_blocks=3,\n",
    "    num_layers=4,\n",
    "    layer_widths=512,\n",
    "    n_epochs=100,\n",
    "    nr_epochs_val_period=1,\n",
    "    batch_size=800,\n",
    "    model_name='nbeats_interpretable_run'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2021-08-01 13:23:02,509] INFO | darts.models.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-08-01 13:23:02,509] INFO | darts.models.torch_forecasting_model | Train dataset contains 940 samples.\n",
      "[2021-08-01 13:23:02,523] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n",
      "[2021-08-01 13:23:02,523] INFO | darts.models.torch_forecasting_model | Time series values are 64-bits; casting model to float64. If training is too slow you can try casting your data to 32-bits.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ec7826ef13d34f638394962b72a2b30d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: 0.0093, validation loss: 0.0240, best val loss: 0.0216\r"
     ]
    }
   ],
   "source": [
    "model_nbeats.fit(series=train, val_series=val, verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the historical forecasts the model would have produced with an expanding training window, and a forecasting horizon of 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "29321abcc15a445aa9ece0325623a13c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/97 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_series = model_nbeats.historical_forecasts(\n",
    "    series,\n",
    "    start=pd.Timestamp('20170901'), \n",
    "    forecast_horizon=7,\n",
    "    stride=5,\n",
    "    retrain=False,\n",
    "    verbose=True\n",
    ")\n",
    "display_forecast(pred_series, series['0'], '7 day', start_date=pd.Timestamp('20170901'))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
